Uncertainty Estimation for Tumor Prediction with Unlabeled Data.

Estimating uncertainty of a neural network is crucial in providing transparency and trustworthiness. In this paper, we focus on uncertainty estimation for digital pathology prediction models. To explore the large amount of unlabeled data in digital pathology, we propose to adopt novel learning method that can fully exploit unlabeled data.

Prioritizing Faculty Well-Being: Why it Matters, What Schools Can Do, and a Call for Action.

Previous studies have identified high rates of burnout among health care workers and health professions faculty. Despite interventions being showcased at national meetings in both posters and platform presentations, there is minimal peer-reviewed published research focusing on professional well-being interventions and their assessments specific to pharmacy faculty. This commentary serves as a call to action to design and publish research related to work-system interventions to decrease burnout and promote professional well-being among all academic pharmacy faculty, and particularly subgroups who may be most at risk, such as women and assistant-level faculty.

NCI SEER-Linked Virtual Tissue Repository Pilot.

Background: The Surveillance, Epidemiology, and End Results (SEER) Program with the National Cancer Institute tested whether population-based cancer registries can serve as honest brokers to acquire tissue and data in the SEER-Linked Virtual Tissue Repository (VTR) Pilot.

Methods: We collected formalin-fixed, paraffin-embedded tissue and clinical data from patients with pancreatic ductal adenocarcinoma (PDAC) and breast cancer (BC) for two studies comparing cancer cases with highly unusual survival (≥5 years for PDAC and ≤30 months for BC) to pair-matched controls with usual survival (≤2 years for PDAC and ≥5 years for BC). Success was defined as the ability for registries to acquire tissue and data on cancer cases with highly unusual outcomes.

Sex differences in behavior and glutamic acid decarboxylase in Long Evans rats after prolonged social isolation beginning in adolescence.

Social isolation can have long-term effects on brain development and behavior and increases the risk of developing clinical conditions, including anxiety disorders. One modulator of the stress response is gamma-aminobutyric acid, an inhibitory neurotransmitter synthesized by glutamic acid decarboxylase (GAD). This study examined sex differences in behavior and GAD expression following prolonged social isolation beginning in adolescence in Long Evans rats.

A Critical Review on Recent Progress of Solution-Processed Monolayer Assembly of Nanomaterials and Applications.

The rapid development in nanotechnology has necessitated accurate and efficient assembly strategies for nanomaterials. Monolayer assembly of nanomaterials (MAN) represents a challenging and important architecture to manufacture and is critical in understanding interactions among nanomaterials, solvents, and substrates. MAN enables highly tunable performance in electronic and photonic devices.